Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 41180 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 12 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 7.5 MiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
| Dataset has 12 (< 0.1%) duplicate rows | Duplicates |
default is highly imbalanced (53.3%) | Imbalance |
loan is highly imbalanced (51.3%) | Imbalance |
poutcome is highly imbalanced (56.8%) | Imbalance |
previous has 35559 (86.4%) zeros | Zeros |
campaign_log has 17637 (42.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-02 12:09:52.896706 |
|---|---|
| Analysis finished | 2023-09-02 12:10:31.136731 |
| Duration | 38.24 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
age
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.02171 |
| Minimum | 17 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.419593 |
|---|---|
| Coefficient of variation (CV) | 0.26034853 |
| Kurtosis | 0.79161607 |
| Mean | 40.02171 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.78461743 |
| Sum | 1648094 |
| Variance | 108.56793 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 1947 | 4.7% |
| 32 | 1846 | 4.5% |
| 33 | 1833 | 4.5% |
| 36 | 1780 | 4.3% |
| 35 | 1759 | 4.3% |
| 34 | 1745 | 4.2% |
| 30 | 1714 | 4.2% |
| 37 | 1474 | 3.6% |
| 29 | 1453 | 3.5% |
| 39 | 1432 | 3.5% |
| Other values (68) | 24197 |
| Value | Count | Frequency (%) |
| 17 | 5 | < 0.1% |
| 18 | 28 | 0.1% |
| 19 | 42 | 0.1% |
| 20 | 65 | 0.2% |
| 21 | 102 | 0.2% |
| 22 | 137 | 0.3% |
| 23 | 226 | 0.5% |
| 24 | 463 | |
| 25 | 598 | |
| 26 | 698 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 4 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 22 | |
| 87 | 1 | < 0.1% |
| 86 | 8 | < 0.1% |
| 85 | 15 |
job
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9552695 |
| Min length | 6 |
Characters and Unicode
| Total characters | 368778 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | admin. |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | admin. |
| 5th row | blue-collar |
Common Values
| Value | Count | Frequency (%) |
| admin. | 10422 | |
| blue-collar | 9253 | |
| technician | 6742 | |
| services | 3967 | 9.6% |
| management | 2923 | 7.1% |
| retired | 1718 | 4.2% |
| entrepreneur | 1456 | 3.5% |
| self-employed | 1421 | 3.5% |
| housemaid | 1059 | 2.6% |
| unemployed | 1014 | 2.5% |
| Other values (2) | 1205 | 2.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 10422 | |
| blue-collar | 9253 | |
| technician | 6742 | |
| services | 3967 | 9.6% |
| management | 2923 | 7.1% |
| retired | 1718 | 4.2% |
| entrepreneur | 1456 | 3.5% |
| self-employed | 1421 | 3.5% |
| housemaid | 1059 | 2.6% |
| unemployed | 1014 | 2.5% |
| Other values (2) | 1205 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 47260 | |
| n | 35543 | 9.6% |
| a | 33322 | 9.0% |
| l | 31615 | 8.6% |
| i | 30650 | 8.3% |
| c | 26704 | 7.2% |
| r | 21024 | 5.7% |
| m | 19762 | 5.4% |
| d | 16509 | 4.5% |
| t | 14589 | 4.0% |
| Other values (14) | 91800 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 347682 | |
| Dash Punctuation | 10674 | 2.9% |
| Other Punctuation | 10422 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 47260 | |
| n | 35543 | |
| a | 33322 | |
| l | 31615 | |
| i | 30650 | |
| c | 26704 | 7.7% |
| r | 21024 | 6.0% |
| m | 19762 | 5.7% |
| d | 16509 | 4.7% |
| t | 14589 | 4.2% |
| Other values (12) | 70704 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10674 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 10422 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 347682 | |
| Common | 21096 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 47260 | |
| n | 35543 | |
| a | 33322 | |
| l | 31615 | |
| i | 30650 | |
| c | 26704 | 7.7% |
| r | 21024 | 6.0% |
| m | 19762 | 5.7% |
| d | 16509 | 4.7% |
| t | 14589 | 4.2% |
| Other values (12) | 70704 |
Common
| Value | Count | Frequency (%) |
| - | 10674 | |
| . | 10422 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 368778 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 47260 | |
| n | 35543 | 9.6% |
| a | 33322 | 9.0% |
| l | 31615 | 8.6% |
| i | 30650 | 8.3% |
| c | 26704 | 7.2% |
| r | 21024 | 5.7% |
| m | 19762 | 5.4% |
| d | 16509 | 4.5% |
| t | 14589 | 4.0% |
| Other values (14) | 91800 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 80 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8310588 |
| Min length | 6 |
Characters and Unicode
| Total characters | 281303 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 24921 | |
| single | 11568 | |
| divorced | 4611 | 11.2% |
| unknown | 80 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 24921 | |
| single | 11568 | |
| divorced | 4611 | 11.2% |
| unknown | 80 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 54453 | |
| i | 41100 | |
| e | 41100 | |
| d | 34143 | |
| m | 24921 | |
| a | 24921 | |
| n | 11808 | 4.2% |
| s | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (6) | 14153 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 281303 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 54453 | |
| i | 41100 | |
| e | 41100 | |
| d | 34143 | |
| m | 24921 | |
| a | 24921 | |
| n | 11808 | 4.2% |
| s | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (6) | 14153 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 281303 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 54453 | |
| i | 41100 | |
| e | 41100 | |
| d | 34143 | |
| m | 24921 | |
| a | 24921 | |
| n | 11808 | 4.2% |
| s | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (6) | 14153 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 281303 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 54453 | |
| i | 41100 | |
| e | 41100 | |
| d | 34143 | |
| m | 24921 | |
| a | 24921 | |
| n | 11808 | 4.2% |
| s | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (6) | 14153 | 5.0% |
education
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.710758 |
| Min length | 7 |
Characters and Unicode
| Total characters | 523429 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | basic.6y |
|---|---|
| 2nd row | high.school |
| 3rd row | basic.9y |
| 4th row | professional.course |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 12166 | |
| high.school | 9513 | |
| basic.9y | 6044 | |
| professional.course | 5241 | |
| basic.4y | 4175 | 10.1% |
| basic.6y | 2292 | 5.6% |
| unknown | 1731 | 4.2% |
| illiterate | 18 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 12166 | |
| high.school | 9513 | |
| basic.9y | 6044 | |
| professional.course | 5241 | |
| basic.4y | 4175 | 10.1% |
| basic.6y | 2292 | 5.6% |
| unknown | 1731 | 4.2% |
| illiterate | 18 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 59182 | 11.3% |
| i | 51633 | 9.9% |
| s | 49913 | 9.5% |
| . | 39431 | 7.5% |
| o | 36480 | 7.0% |
| r | 34832 | 6.7% |
| h | 28539 | 5.5% |
| c | 27265 | 5.2% |
| y | 24677 | 4.7% |
| n | 22600 | 4.3% |
| Other values (15) | 148877 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 471487 | |
| Other Punctuation | 39431 | 7.5% |
| Decimal Number | 12511 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 59182 | |
| i | 51633 | |
| s | 49913 | |
| o | 36480 | 7.7% |
| r | 34832 | 7.4% |
| h | 28539 | 6.1% |
| c | 27265 | 5.8% |
| y | 24677 | 5.2% |
| n | 22600 | 4.8% |
| g | 21679 | 4.6% |
| Other values (11) | 114687 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 6044 | |
| 4 | 4175 | |
| 6 | 2292 | 18.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39431 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 471487 | |
| Common | 51942 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 59182 | |
| i | 51633 | |
| s | 49913 | |
| o | 36480 | 7.7% |
| r | 34832 | 7.4% |
| h | 28539 | 6.1% |
| c | 27265 | 5.8% |
| y | 24677 | 5.2% |
| n | 22600 | 4.8% |
| g | 21679 | 4.6% |
| Other values (11) | 114687 |
Common
| Value | Count | Frequency (%) |
| . | 39431 | |
| 9 | 6044 | 11.6% |
| 4 | 4175 | 8.0% |
| 6 | 2292 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 523429 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 59182 | 11.3% |
| i | 51633 | 9.9% |
| s | 49913 | 9.5% |
| . | 39431 | 7.5% |
| o | 36480 | 7.0% |
| r | 34832 | 6.7% |
| h | 28539 | 5.5% |
| c | 27265 | 5.2% |
| y | 24677 | 4.7% |
| n | 22600 | 4.3% |
| Other values (15) | 148877 |
default
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.0437834 |
| Min length | 2 |
Characters and Unicode
| Total characters | 125343 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | unknown |
| 4th row | no |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| no | 32581 | |
| unknown | 8596 | 20.9% |
| yes | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 32581 | |
| unknown | 8596 | 20.9% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 58369 | |
| o | 41177 | |
| u | 8596 | 6.9% |
| k | 8596 | 6.9% |
| w | 8596 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 125343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 58369 | |
| o | 41177 | |
| u | 8596 | 6.9% |
| k | 8596 | 6.9% |
| w | 8596 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 125343 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 58369 | |
| o | 41177 | |
| u | 8596 | 6.9% |
| k | 8596 | 6.9% |
| w | 8596 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 58369 | |
| o | 41177 | |
| u | 8596 | 6.9% |
| k | 8596 | 6.9% |
| w | 8596 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| yes | |
|---|---|
| no | |
| unknown | 990 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6440262 |
| Min length | 2 |
Characters and Unicode
| Total characters | 108881 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| yes | 21571 | |
| no | 18619 | |
| unknown | 990 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 21571 | |
| no | 18619 | |
| unknown | 990 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 21589 | |
| y | 21571 | |
| e | 21571 | |
| s | 21571 | |
| o | 19609 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 108881 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 21589 | |
| y | 21571 | |
| e | 21571 | |
| s | 21571 | |
| o | 19609 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 108881 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 21589 | |
| y | 21571 | |
| e | 21571 | |
| s | 21571 | |
| o | 19609 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 108881 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 21589 | |
| y | 21571 | |
| e | 21571 | |
| s | 21571 | |
| o | 19609 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
loan
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| no | |
|---|---|
| yes | |
| unknown | 990 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2719038 |
| Min length | 2 |
Characters and Unicode
| Total characters | 93557 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | yes |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 33943 | |
| yes | 6247 | 15.2% |
| unknown | 990 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 33943 | |
| yes | 6247 | 15.2% |
| unknown | 990 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 36913 | |
| o | 34933 | |
| y | 6247 | 6.7% |
| e | 6247 | 6.7% |
| s | 6247 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 93557 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 36913 | |
| o | 34933 | |
| y | 6247 | 6.7% |
| e | 6247 | 6.7% |
| s | 6247 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 93557 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 36913 | |
| o | 34933 | |
| y | 6247 | 6.7% |
| e | 6247 | 6.7% |
| s | 6247 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 93557 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 36913 | |
| o | 34933 | |
| y | 6247 | 6.7% |
| e | 6247 | 6.7% |
| s | 6247 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
contact
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3652258 |
| Min length | 8 |
Characters and Unicode
| Total characters | 344480 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | telephone |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 26140 | |
| telephone | 15040 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 26140 | |
| telephone | 15040 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 93460 | |
| e | 71260 | |
| c | 26140 | 7.6% |
| u | 26140 | 7.6% |
| a | 26140 | 7.6% |
| r | 26140 | 7.6% |
| t | 15040 | 4.4% |
| p | 15040 | 4.4% |
| h | 15040 | 4.4% |
| o | 15040 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 344480 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 93460 | |
| e | 71260 | |
| c | 26140 | 7.6% |
| u | 26140 | 7.6% |
| a | 26140 | 7.6% |
| r | 26140 | 7.6% |
| t | 15040 | 4.4% |
| p | 15040 | 4.4% |
| h | 15040 | 4.4% |
| o | 15040 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 344480 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 93460 | |
| e | 71260 | |
| c | 26140 | 7.6% |
| u | 26140 | 7.6% |
| a | 26140 | 7.6% |
| r | 26140 | 7.6% |
| t | 15040 | 4.4% |
| p | 15040 | 4.4% |
| h | 15040 | 4.4% |
| o | 15040 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 344480 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 93460 | |
| e | 71260 | |
| c | 26140 | 7.6% |
| u | 26140 | 7.6% |
| a | 26140 | 7.6% |
| r | 26140 | 7.6% |
| t | 15040 | 4.4% |
| p | 15040 | 4.4% |
| h | 15040 | 4.4% |
| o | 15040 | 4.4% |
month
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 123540 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | may |
| 5th row | may |
Common Values
| Value | Count | Frequency (%) |
| may | 13765 | |
| jul | 7174 | |
| aug | 6178 | |
| jun | 5318 | 12.9% |
| nov | 4097 | 9.9% |
| apr | 2632 | 6.4% |
| oct | 718 | 1.7% |
| sep | 570 | 1.4% |
| mar | 546 | 1.3% |
| dec | 182 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 13765 | |
| jul | 7174 | |
| aug | 6178 | |
| jun | 5318 | 12.9% |
| nov | 4097 | 9.9% |
| apr | 2632 | 6.4% |
| oct | 718 | 1.7% |
| sep | 570 | 1.4% |
| mar | 546 | 1.3% |
| dec | 182 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 23121 | |
| u | 18670 | |
| m | 14311 | |
| y | 13765 | |
| j | 12492 | |
| n | 9415 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4815 | 3.9% |
| v | 4097 | 3.3% |
| Other values (7) | 9502 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 123540 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 23121 | |
| u | 18670 | |
| m | 14311 | |
| y | 13765 | |
| j | 12492 | |
| n | 9415 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4815 | 3.9% |
| v | 4097 | 3.3% |
| Other values (7) | 9502 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 123540 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 23121 | |
| u | 18670 | |
| m | 14311 | |
| y | 13765 | |
| j | 12492 | |
| n | 9415 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4815 | 3.9% |
| v | 4097 | 3.3% |
| Other values (7) | 9502 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 123540 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 23121 | |
| u | 18670 | |
| m | 14311 | |
| y | 13765 | |
| j | 12492 | |
| n | 9415 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4815 | 3.9% |
| v | 4097 | 3.3% |
| Other values (7) | 9502 |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| thu | |
|---|---|
| mon | |
| wed | |
| tue | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 123540 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | mon |
| 5th row | mon |
Common Values
| Value | Count | Frequency (%) |
| thu | 8622 | |
| mon | 8509 | |
| wed | 8133 | |
| tue | 8090 | |
| fri | 7826 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 8622 | |
| mon | 8509 | |
| wed | 8133 | |
| tue | 8090 | |
| fri | 7826 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 16712 | |
| u | 16712 | |
| e | 16223 | |
| h | 8622 | |
| m | 8509 | |
| o | 8509 | |
| n | 8509 | |
| w | 8133 | |
| d | 8133 | |
| f | 7826 | |
| Other values (2) | 15652 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 123540 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 16712 | |
| u | 16712 | |
| e | 16223 | |
| h | 8622 | |
| m | 8509 | |
| o | 8509 | |
| n | 8509 | |
| w | 8133 | |
| d | 8133 | |
| f | 7826 | |
| Other values (2) | 15652 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 123540 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 16712 | |
| u | 16712 | |
| e | 16223 | |
| h | 8622 | |
| m | 8509 | |
| o | 8509 | |
| n | 8509 | |
| w | 8133 | |
| d | 8133 | |
| f | 7826 | |
| Other values (2) | 15652 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 123540 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 16712 | |
| u | 16712 | |
| e | 16223 | |
| h | 8622 | |
| m | 8509 | |
| o | 8509 | |
| n | 8509 | |
| w | 8133 | |
| d | 8133 | |
| f | 7826 | |
| Other values (2) | 15652 |
duration
Real number (ℝ)
| Distinct | 1544 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.28043 |
| Minimum | 0 |
|---|---|
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 102 |
| median | 180 |
| Q3 | 319 |
| 95-th percentile | 753 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 217 |
Descriptive statistics
| Standard deviation | 259.29986 |
|---|---|
| Coefficient of variation (CV) | 1.003947 |
| Kurtosis | 20.245266 |
| Mean | 258.28043 |
| Median Absolute Deviation (MAD) | 94 |
| Skewness | 3.2630242 |
| Sum | 10635988 |
| Variance | 67236.415 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 85 | 170 | 0.4% |
| 90 | 170 | 0.4% |
| 136 | 168 | 0.4% |
| 73 | 167 | 0.4% |
| 124 | 164 | 0.4% |
| 87 | 162 | 0.4% |
| 104 | 161 | 0.4% |
| 72 | 161 | 0.4% |
| 111 | 160 | 0.4% |
| 106 | 159 | 0.4% |
| Other values (1534) | 39538 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 30 | 0.1% |
| 6 | 37 | |
| 7 | 54 | |
| 8 | 69 | |
| 9 | 77 |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 4199 | 1 | |
| 3785 | 1 | |
| 3643 | 1 | |
| 3631 | 1 | |
| 3509 | 1 | |
| 3422 | 1 | |
| 3366 | 1 | |
| 3322 | 1 | |
| 3284 | 1 |
campaign
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5677999 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.7702251 |
|---|---|
| Coefficient of variation (CV) | 1.0788322 |
| Kurtosis | 36.973911 |
| Mean | 2.5677999 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.7621385 |
| Sum | 105742 |
| Variance | 7.6741471 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 1 | 17637 | |
| 2 | 10568 | |
| 3 | 5340 | 13.0% |
| 4 | 2651 | 6.4% |
| 5 | 1599 | 3.9% |
| 6 | 979 | 2.4% |
| 7 | 629 | 1.5% |
| 8 | 400 | 1.0% |
| 9 | 283 | 0.7% |
| 10 | 225 | 0.5% |
| Other values (32) | 869 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 17637 | |
| 2 | 10568 | |
| 3 | 5340 | 13.0% |
| 4 | 2651 | 6.4% |
| 5 | 1599 | 3.9% |
| 6 | 979 | 2.4% |
| 7 | 629 | 1.5% |
| 8 | 400 | 1.0% |
| 9 | 283 | 0.7% |
| 10 | 225 | 0.5% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 42 | 2 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 5 | |
| 34 | 3 | |
| 33 | 4 |
pdays
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.51671 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 15 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 186.80903 |
|---|---|
| Coefficient of variation (CV) | 0.19408393 |
| Kurtosis | 22.260074 |
| Mean | 962.51671 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.9252983 |
| Sum | 39636438 |
| Variance | 34897.613 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 999 | 39667 | |
| 3 | 439 | 1.1% |
| 6 | 411 | 1.0% |
| 4 | 118 | 0.3% |
| 9 | 64 | 0.2% |
| 2 | 61 | 0.1% |
| 7 | 60 | 0.1% |
| 12 | 58 | 0.1% |
| 10 | 52 | 0.1% |
| 5 | 46 | 0.1% |
| Other values (17) | 204 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 15 | < 0.1% |
| 1 | 25 | 0.1% |
| 2 | 61 | 0.1% |
| 3 | 439 | |
| 4 | 118 | 0.3% |
| 5 | 46 | 0.1% |
| 6 | 411 | |
| 7 | 60 | 0.1% |
| 8 | 18 | < 0.1% |
| 9 | 64 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 39667 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 7 | < 0.1% |
| 17 | 8 | < 0.1% |
previous
Real number (ℝ)
ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1727052 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 35559 |
| Zeros (%) | 86.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49371879 |
|---|---|
| Coefficient of variation (CV) | 2.8587373 |
| Kurtosis | 19.78413 |
| Mean | 0.1727052 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8104936 |
| Sum | 7112 |
| Variance | 0.24375824 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 35559 | |
| 1 | 4559 | 11.1% |
| 2 | 754 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 69 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 35559 | |
| 1 | 4559 | 11.1% |
| 2 | 754 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 69 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 18 | < 0.1% |
| 4 | 69 | 0.2% |
| 3 | 216 | 0.5% |
| 2 | 754 | 1.8% |
| 1 | 4559 | 11.1% |
| 0 | 35559 |
poutcome
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 321.8 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1371 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.454007 |
| Min length | 7 |
Characters and Unicode
| Total characters | 430496 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 35559 | |
| failure | 4250 | 10.3% |
| success | 1371 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 35559 | |
| failure | 4250 | 10.3% |
| success | 1371 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 106677 | |
| e | 76739 | |
| t | 71118 | |
| i | 39809 | 9.2% |
| s | 39672 | 9.2% |
| o | 35559 | 8.3% |
| x | 35559 | 8.3% |
| u | 5621 | 1.3% |
| f | 4250 | 1.0% |
| a | 4250 | 1.0% |
| Other values (3) | 11242 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 430496 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 106677 | |
| e | 76739 | |
| t | 71118 | |
| i | 39809 | 9.2% |
| s | 39672 | 9.2% |
| o | 35559 | 8.3% |
| x | 35559 | 8.3% |
| u | 5621 | 1.3% |
| f | 4250 | 1.0% |
| a | 4250 | 1.0% |
| Other values (3) | 11242 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 430496 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 106677 | |
| e | 76739 | |
| t | 71118 | |
| i | 39809 | 9.2% |
| s | 39672 | 9.2% |
| o | 35559 | 8.3% |
| x | 35559 | 8.3% |
| u | 5621 | 1.3% |
| f | 4250 | 1.0% |
| a | 4250 | 1.0% |
| Other values (3) | 11242 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 430496 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 106677 | |
| e | 76739 | |
| t | 71118 | |
| i | 39809 | 9.2% |
| s | 39672 | 9.2% |
| o | 35559 | 8.3% |
| x | 35559 | 8.3% |
| u | 5621 | 1.3% |
| f | 4250 | 1.0% |
| a | 4250 | 1.0% |
| Other values (3) | 11242 | 2.6% |
emp.var.rate
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.081901408 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 17187 |
| Negative (%) | 41.7% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5710371 |
|---|---|
| Coefficient of variation (CV) | 19.182052 |
| Kurtosis | -1.0626557 |
| Mean | 0.081901408 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.7241447 |
| Sum | 3372.7 |
| Variance | 2.4681576 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 16234 | |
| -1.8 | 9184 | |
| 1.1 | 7759 | |
| -0.1 | 3683 | 8.9% |
| -2.9 | 1663 | 4.0% |
| -3.4 | 1071 | 2.6% |
| -1.7 | 773 | 1.9% |
| -1.1 | 631 | 1.5% |
| -3 | 172 | 0.4% |
| -0.2 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 1071 | 2.6% |
| -3 | 172 | 0.4% |
| -2.9 | 1663 | 4.0% |
| -1.8 | 9184 | |
| -1.7 | 773 | 1.9% |
| -1.1 | 631 | 1.5% |
| -0.2 | 10 | < 0.1% |
| -0.1 | 3683 | 8.9% |
| 1.1 | 7759 | |
| 1.4 | 16234 |
| Value | Count | Frequency (%) |
| 1.4 | 16234 | |
| 1.1 | 7759 | |
| -0.1 | 3683 | 8.9% |
| -0.2 | 10 | < 0.1% |
| -1.1 | 631 | 1.5% |
| -1.7 | 773 | 1.9% |
| -1.8 | 9184 | |
| -2.9 | 1663 | 4.0% |
| -3 | 172 | 0.4% |
| -3.4 | 1071 | 2.6% |
cons.price.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.575508 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.57876248 |
|---|---|
| Coefficient of variation (CV) | 0.0061849782 |
| Kurtosis | -0.83024371 |
| Mean | 93.575508 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.2310988 |
| Sum | 3853439.4 |
| Variance | 0.33496601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 7759 | |
| 93.918 | 6685 | |
| 92.893 | 5794 | |
| 93.444 | 5175 | |
| 94.465 | 4374 | |
| 93.2 | 3616 | |
| 93.075 | 2458 | 6.0% |
| 92.201 | 770 | 1.9% |
| 92.963 | 715 | 1.7% |
| 92.431 | 447 | 1.1% |
| Other values (16) | 3387 |
| Value | Count | Frequency (%) |
| 92.201 | 770 | 1.9% |
| 92.379 | 267 | 0.6% |
| 92.431 | 447 | 1.1% |
| 92.469 | 178 | 0.4% |
| 92.649 | 357 | 0.9% |
| 92.713 | 172 | 0.4% |
| 92.756 | 10 | < 0.1% |
| 92.843 | 282 | 0.7% |
| 92.893 | 5794 | |
| 92.963 | 715 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 124 | 0.3% |
| 94.601 | 204 | 0.5% |
| 94.465 | 4374 | |
| 94.215 | 311 | 0.8% |
| 94.199 | 303 | 0.7% |
| 94.055 | 229 | 0.6% |
| 94.027 | 233 | 0.6% |
| 93.994 | 7759 | |
| 93.918 | 6685 | |
| 93.876 | 212 | 0.5% |
cons.conf.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.501999 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 41180 |
| Negative (%) | 100.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6273579 |
|---|---|
| Coefficient of variation (CV) | -0.11425011 |
| Kurtosis | -0.35872693 |
| Mean | -40.501999 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.30401659 |
| Sum | -1667872.3 |
| Variance | 21.412441 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 7759 | |
| -42.7 | 6685 | |
| -46.2 | 5794 | |
| -36.1 | 5175 | |
| -41.8 | 4374 | |
| -42 | 3616 | |
| -47.1 | 2458 | 6.0% |
| -31.4 | 770 | 1.9% |
| -40.8 | 715 | 1.7% |
| -26.9 | 447 | 1.1% |
| Other values (16) | 3387 |
| Value | Count | Frequency (%) |
| -50.8 | 124 | 0.3% |
| -50 | 282 | 0.7% |
| -49.5 | 204 | 0.5% |
| -47.1 | 2458 | 6.0% |
| -46.2 | 5794 | |
| -45.9 | 10 | < 0.1% |
| -42.7 | 6685 | |
| -42 | 3616 | |
| -41.8 | 4374 | |
| -40.8 | 715 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 447 | 1.1% |
| -29.8 | 267 | 0.6% |
| -30.1 | 357 | 0.9% |
| -31.4 | 770 | 1.9% |
| -33 | 172 | 0.4% |
| -33.6 | 178 | 0.4% |
| -34.6 | 174 | 0.4% |
| -34.8 | 264 | 0.6% |
| -36.1 | 5175 | |
| -36.4 | 7759 |
euribor3m
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6214223 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.7343854 |
|---|---|
| Coefficient of variation (CV) | 0.47892381 |
| Kurtosis | -1.4065576 |
| Mean | 3.6214223 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.70934118 |
| Sum | 149130.17 |
| Variance | 3.0080926 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 2864 | 7.0% |
| 4.962 | 2613 | 6.3% |
| 4.963 | 2487 | 6.0% |
| 4.961 | 1902 | 4.6% |
| 4.856 | 1210 | 2.9% |
| 4.964 | 1175 | 2.9% |
| 1.405 | 1169 | 2.8% |
| 4.965 | 1071 | 2.6% |
| 4.864 | 1044 | 2.5% |
| 4.96 | 1013 | 2.5% |
| Other values (306) | 24632 |
| Value | Count | Frequency (%) |
| 0.634 | 8 | < 0.1% |
| 0.635 | 43 | |
| 0.636 | 14 | < 0.1% |
| 0.637 | 6 | < 0.1% |
| 0.638 | 7 | < 0.1% |
| 0.639 | 16 | < 0.1% |
| 0.64 | 10 | < 0.1% |
| 0.642 | 35 | |
| 0.643 | 23 | |
| 0.644 | 38 |
| Value | Count | Frequency (%) |
| 5.045 | 9 | < 0.1% |
| 5 | 7 | < 0.1% |
| 4.97 | 172 | 0.4% |
| 4.968 | 992 | 2.4% |
| 4.967 | 643 | 1.6% |
| 4.966 | 622 | 1.5% |
| 4.965 | 1071 | |
| 4.964 | 1175 | |
| 4.963 | 2487 | |
| 4.962 | 2613 |
nr.employed
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5167.0533 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.230334 |
|---|---|
| Coefficient of variation (CV) | 0.013979019 |
| Kurtosis | -0.0047661254 |
| Mean | 5167.0533 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0439422 |
| Sum | 2.1277926 × 108 |
| Variance | 5217.2212 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 16234 | |
| 5099.1 | 8534 | |
| 5191 | 7759 | |
| 5195.8 | 3683 | 8.9% |
| 5076.2 | 1663 | 4.0% |
| 5017.5 | 1071 | 2.6% |
| 4991.6 | 773 | 1.9% |
| 5008.7 | 650 | 1.6% |
| 4963.6 | 631 | 1.5% |
| 5023.5 | 172 | 0.4% |
| Value | Count | Frequency (%) |
| 4963.6 | 631 | 1.5% |
| 4991.6 | 773 | 1.9% |
| 5008.7 | 650 | 1.6% |
| 5017.5 | 1071 | 2.6% |
| 5023.5 | 172 | 0.4% |
| 5076.2 | 1663 | 4.0% |
| 5099.1 | 8534 | |
| 5176.3 | 10 | < 0.1% |
| 5191 | 7759 | |
| 5195.8 | 3683 |
| Value | Count | Frequency (%) |
| 5228.1 | 16234 | |
| 5195.8 | 3683 | 8.9% |
| 5191 | 7759 | |
| 5176.3 | 10 | < 0.1% |
| 5099.1 | 8534 | |
| 5076.2 | 1663 | 4.0% |
| 5023.5 | 172 | 0.4% |
| 5017.5 | 1071 | 2.6% |
| 5008.7 | 650 | 1.6% |
| 4991.6 | 773 | 1.9% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 36542 | |
| True | 4638 | 11.3% |
age_log
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6569211 |
| Minimum | 2.8332133 |
|---|---|
| Maximum | 4.5849675 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 2.8332133 |
|---|---|
| 5-th percentile | 3.2580965 |
| Q1 | 3.4657359 |
| median | 3.6375862 |
| Q3 | 3.8501476 |
| 95-th percentile | 4.060443 |
| Maximum | 4.5849675 |
| Range | 1.7517541 |
| Interquartile range (IQR) | 0.3844117 |
Descriptive statistics
| Standard deviation | 0.25386752 |
|---|---|
| Coefficient of variation (CV) | 0.06942111 |
| Kurtosis | -0.36714858 |
| Mean | 3.6569211 |
| Median Absolute Deviation (MAD) | 0.19105524 |
| Skewness | 0.12577909 |
| Sum | 150592.01 |
| Variance | 0.06444872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.433987204 | 1947 | 4.7% |
| 3.465735903 | 1846 | 4.5% |
| 3.496507561 | 1833 | 4.5% |
| 3.583518938 | 1780 | 4.3% |
| 3.555348061 | 1759 | 4.3% |
| 3.526360525 | 1745 | 4.2% |
| 3.401197382 | 1714 | 4.2% |
| 3.610917913 | 1474 | 3.6% |
| 3.36729583 | 1453 | 3.5% |
| 3.663561646 | 1432 | 3.5% |
| Other values (68) | 24197 |
| Value | Count | Frequency (%) |
| 2.833213344 | 5 | < 0.1% |
| 2.890371758 | 28 | 0.1% |
| 2.944438979 | 42 | 0.1% |
| 2.995732274 | 65 | 0.2% |
| 3.044522438 | 102 | 0.2% |
| 3.091042453 | 137 | 0.3% |
| 3.135494216 | 226 | 0.5% |
| 3.17805383 | 463 | |
| 3.218875825 | 598 | |
| 3.258096538 | 698 |
| Value | Count | Frequency (%) |
| 4.584967479 | 2 | < 0.1% |
| 4.553876892 | 1 | < 0.1% |
| 4.543294782 | 1 | < 0.1% |
| 4.521788577 | 4 | < 0.1% |
| 4.510859507 | 2 | < 0.1% |
| 4.48863637 | 2 | < 0.1% |
| 4.477336814 | 22 | |
| 4.465908119 | 1 | < 0.1% |
| 4.454347296 | 8 | < 0.1% |
| 4.442651256 | 15 |
duration_log
Real number (ℝ)
| Distinct | 1544 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 4 |
| Infinite (%) | < 0.1% |
| Mean | -inf |
| Minimum | -inf |
|---|---|
| Maximum | 8.5006572 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 4 |
| Negative (%) | < 0.1% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | -inf |
|---|---|
| 5-th percentile | 3.5835189 |
| Q1 | 4.6249728 |
| median | 5.1929569 |
| Q3 | 5.7651911 |
| 95-th percentile | 6.6240652 |
| Maximum | 8.5006572 |
| Range | inf |
| Interquartile range (IQR) | 1.1402183 |
Descriptive statistics
| Standard deviation | nan |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | nan |
| Mean | -inf |
| Median Absolute Deviation (MAD) | 0.56798404 |
| Skewness | nan |
| Sum | -inf |
| Variance | nan |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.442651256 | 170 | 0.4% |
| 4.49980967 | 170 | 0.4% |
| 4.912654886 | 168 | 0.4% |
| 4.290459441 | 167 | 0.4% |
| 4.820281566 | 164 | 0.4% |
| 4.465908119 | 162 | 0.4% |
| 4.644390899 | 161 | 0.4% |
| 4.276666119 | 161 | 0.4% |
| 4.709530201 | 160 | 0.4% |
| 4.663439094 | 159 | 0.4% |
| Other values (1534) | 39538 |
| Value | Count | Frequency (%) |
| -inf | 4 | < 0.1% |
| 0 | 3 | < 0.1% |
| 0.6931471806 | 1 | < 0.1% |
| 1.098612289 | 3 | < 0.1% |
| 1.386294361 | 12 | < 0.1% |
| 1.609437912 | 30 | 0.1% |
| 1.791759469 | 37 | |
| 1.945910149 | 54 | |
| 2.079441542 | 69 | |
| 2.197224577 | 77 |
| Value | Count | Frequency (%) |
| 8.500657223 | 1 | |
| 8.342601681 | 1 | |
| 8.238801166 | 1 | |
| 8.200562797 | 1 | |
| 8.197263371 | 1 | |
| 8.163086376 | 1 | |
| 8.137980454 | 1 | |
| 8.121480375 | 1 | |
| 8.10832229 | 1 | |
| 8.096817471 | 1 |
campaign_log
Real number (ℝ)
ZEROS
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64988258 |
| Minimum | 0 |
|---|---|
| Maximum | 4.0253517 |
| Zeros | 17637 |
| Zeros (%) | 42.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.69314718 |
| Q3 | 1.0986123 |
| 95-th percentile | 1.9459101 |
| Maximum | 4.0253517 |
| Range | 4.0253517 |
| Interquartile range (IQR) | 1.0986123 |
Descriptive statistics
| Standard deviation | 0.69239886 |
|---|---|
| Coefficient of variation (CV) | 1.0654215 |
| Kurtosis | 0.45248574 |
| Mean | 0.64988258 |
| Median Absolute Deviation (MAD) | 0.69314718 |
| Skewness | 0.91880278 |
| Sum | 26762.165 |
| Variance | 0.47941619 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 0 | 17637 | |
| 0.6931471806 | 10568 | |
| 1.098612289 | 5340 | 13.0% |
| 1.386294361 | 2651 | 6.4% |
| 1.609437912 | 1599 | 3.9% |
| 1.791759469 | 979 | 2.4% |
| 1.945910149 | 629 | 1.5% |
| 2.079441542 | 400 | 1.0% |
| 2.197224577 | 283 | 0.7% |
| 2.302585093 | 225 | 0.5% |
| Other values (32) | 869 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 17637 | |
| 0.6931471806 | 10568 | |
| 1.098612289 | 5340 | 13.0% |
| 1.386294361 | 2651 | 6.4% |
| 1.609437912 | 1599 | 3.9% |
| 1.791759469 | 979 | 2.4% |
| 1.945910149 | 629 | 1.5% |
| 2.079441542 | 400 | 1.0% |
| 2.197224577 | 283 | 0.7% |
| 2.302585093 | 225 | 0.5% |
| Value | Count | Frequency (%) |
| 4.025351691 | 1 | < 0.1% |
| 3.761200116 | 2 | < 0.1% |
| 3.737669618 | 2 | < 0.1% |
| 3.713572067 | 1 | < 0.1% |
| 3.688879454 | 2 | < 0.1% |
| 3.663561646 | 1 | < 0.1% |
| 3.610917913 | 1 | < 0.1% |
| 3.555348061 | 5 | |
| 3.526360525 | 3 | |
| 3.496507561 | 4 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | age_log | duration_log | campaign_log | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 40 | admin. | married | basic.6y | no | no | no | telephone | may | mon | 151 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.688879 | 5.017280 | 0.0 |
| 1 | 56 | services | married | high.school | no | no | yes | telephone | may | mon | 307 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 4.025352 | 5.726848 | 0.0 |
| 2 | 45 | services | married | basic.9y | unknown | no | no | telephone | may | mon | 198 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.806662 | 5.288267 | 0.0 |
| 3 | 59 | admin. | married | professional.course | no | no | no | telephone | may | mon | 139 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 4.077537 | 4.934474 | 0.0 |
| 4 | 41 | blue-collar | married | unknown | unknown | no | no | telephone | may | mon | 217 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.713572 | 5.379897 | 0.0 |
| 5 | 24 | technician | single | professional.course | no | yes | no | telephone | may | mon | 380 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.178054 | 5.940171 | 0.0 |
| 6 | 25 | services | single | high.school | no | yes | no | telephone | may | mon | 50 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.218876 | 3.912023 | 0.0 |
| 7 | 41 | blue-collar | married | unknown | unknown | no | no | telephone | may | mon | 55 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.713572 | 4.007333 | 0.0 |
| 8 | 25 | services | single | high.school | no | yes | no | telephone | may | mon | 222 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.218876 | 5.402677 | 0.0 |
| 9 | 29 | blue-collar | single | high.school | no | no | yes | telephone | may | mon | 137 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no | 3.367296 | 4.919981 | 0.0 |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | age_log | duration_log | campaign_log | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 41170 | 57 | retired | married | professional.course | no | yes | no | cellular | nov | thu | 124 | 6 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.031 | 4963.6 | no | 4.043051 | 4.820282 | 1.791759 |
| 41171 | 62 | retired | married | university.degree | no | no | no | cellular | nov | thu | 483 | 2 | 6 | 3 | success | -1.1 | 94.767 | -50.8 | 1.031 | 4963.6 | yes | 4.127134 | 6.180017 | 0.693147 |
| 41172 | 64 | retired | divorced | professional.course | no | yes | no | cellular | nov | fri | 151 | 3 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no | 4.158883 | 5.017280 | 1.098612 |
| 41173 | 36 | admin. | married | university.degree | no | no | no | cellular | nov | fri | 254 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no | 3.583519 | 5.537334 | 0.693147 |
| 41174 | 37 | admin. | married | university.degree | no | yes | no | cellular | nov | fri | 281 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes | 3.610918 | 5.638355 | 0.000000 |
| 41175 | 29 | unemployed | single | basic.4y | no | yes | no | cellular | nov | fri | 112 | 1 | 9 | 1 | success | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no | 3.367296 | 4.718499 | 0.000000 |
| 41176 | 73 | retired | married | professional.course | no | yes | no | cellular | nov | fri | 334 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes | 4.290459 | 5.811141 | 0.000000 |
| 41177 | 46 | blue-collar | married | professional.course | no | no | no | cellular | nov | fri | 383 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no | 3.828641 | 5.948035 | 0.000000 |
| 41178 | 56 | retired | married | university.degree | no | yes | no | cellular | nov | fri | 189 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no | 4.025352 | 5.241747 | 0.693147 |
| 41179 | 44 | technician | married | professional.course | no | no | no | cellular | nov | fri | 442 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes | 3.784190 | 6.091310 | 0.000000 |
Most frequently occurring
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | age_log | duration_log | campaign_log | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24 | services | single | high.school | no | yes | no | cellular | apr | tue | 114 | 1 | 999 | 0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.423 | 5099.1 | no | 3.178054 | 4.736198 | 0.000000 | 2 |
| 1 | 27 | technician | single | professional.course | no | no | no | cellular | jul | mon | 331 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 3.295837 | 5.802118 | 0.693147 | 2 |
| 2 | 32 | technician | single | professional.course | no | yes | no | cellular | jul | thu | 128 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.968 | 5228.1 | no | 3.465736 | 4.852030 | 0.000000 | 2 |
| 3 | 35 | admin. | married | university.degree | no | yes | no | cellular | may | fri | 348 | 4 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.313 | 5099.1 | no | 3.555348 | 5.852202 | 1.386294 | 2 |
| 4 | 36 | retired | married | unknown | no | no | no | telephone | jul | thu | 88 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.966 | 5228.1 | no | 3.583519 | 4.477337 | 0.000000 | 2 |
| 5 | 39 | admin. | married | university.degree | no | no | no | cellular | nov | tue | 123 | 2 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.153 | 5195.8 | no | 3.663562 | 4.812184 | 0.693147 | 2 |
| 6 | 39 | blue-collar | married | basic.6y | no | no | no | telephone | may | thu | 124 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no | 3.663562 | 4.820282 | 0.000000 | 2 |
| 7 | 41 | technician | married | professional.course | no | yes | no | cellular | aug | tue | 127 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.966 | 5228.1 | no | 3.713572 | 4.844187 | 0.000000 | 2 |
| 8 | 45 | admin. | married | university.degree | no | no | no | cellular | jul | thu | 252 | 1 | 999 | 0 | nonexistent | -2.9 | 92.469 | -33.6 | 1.072 | 5076.2 | yes | 3.806662 | 5.529429 | 0.000000 | 2 |
| 9 | 47 | technician | divorced | high.school | no | yes | no | cellular | jul | thu | 43 | 3 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 3.850148 | 3.761200 | 1.098612 | 2 |